{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import omegaconf\n",
    "import torch\n",
    "import torch.optim as optim\n",
    "\n",
    "import mbrl.models as models\n",
    "import mbrl.util.common as common_utils\n",
    "import mbrl.util.replay_buffer as replay_buffer\n",
    "\n",
    "device = torch.device(\"cuda:0\")\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "mpl.rcParams['figure.facecolor'] = 'white'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1152x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_points = 10000\n",
    "x_data = np.linspace(-12, 12, num_points)\n",
    "y_data = np.sin(x_data)\n",
    "\n",
    "train_size = 2000\n",
    "val_size = 200\n",
    "x_train = np.zeros(2 * train_size)\n",
    "y_train = np.zeros(2 * train_size)\n",
    "x_val = np.zeros(2 * val_size)\n",
    "y_val = np.zeros(2 * val_size)\n",
    "\n",
    "# Half with lower noise\n",
    "train_val_idx_1 = np.random.choice(list(range(1200, 3500)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.05\n",
    "x_train[:train_size] = x_data[train_val_idx_1[:train_size]]\n",
    "y_train[:train_size] = y_data[train_val_idx_1[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[:val_size] = x_data[train_val_idx_1[train_size:]]\n",
    "y_val[:val_size] = y_data[train_val_idx_1[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "# Half with higher noise\n",
    "train_val_idx_2 = np.random.choice(list(range(6500, 8800)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.20\n",
    "x_train[train_size:] = x_data[train_val_idx_2[:train_size]]\n",
    "y_train[train_size:] = y_data[train_val_idx_2[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[val_size:] = x_data[train_val_idx_2[train_size:]]\n",
    "y_val[val_size:] = y_data[train_val_idx_2[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, x_train, y_train, '.', x_val, y_val, 'o', markersize=4)\n",
    "plt.show()\n",
    "\n",
    "train_size *=2\n",
    "val_size *= 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ReplayBuffer generates its own training/validation split, but in this example we want to\n",
    "# keep the split generated above, so instead we use two replay buffers. \n",
    "\n",
    "num_members = 5\n",
    "train_buffer = replay_buffer.ReplayBuffer(train_size, (1,), (0,))\n",
    "val_buffer = replay_buffer.ReplayBuffer(val_size, (1,), (0,))\n",
    "for i in range(train_size):\n",
    "    train_buffer.add(x_train[i], 0, y_train[i], 0, False)\n",
    "for i in range(val_size):\n",
    "    val_buffer.add(x_val[i], 0, y_val[i], 0, False)\n",
    "train_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    train_buffer, 2048, 0, ensemble_size=num_members, shuffle_each_epoch=True)\n",
    "val_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    val_buffer, 2048, 0, ensemble_size=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\frank\\Anaconda3\\envs\\ocrl\\lib\\site-packages\\hydra\\utils.py:32: UserWarning: `OmegaConf.is_none()` is deprecated, see https://github.com/omry/omegaconf/issues/547\n",
      "  if OmegaConf.is_none(config):\n"
     ]
    }
   ],
   "source": [
    "num_members = 5\n",
    "member_cfg = omegaconf.OmegaConf.create({\n",
    "    \"_target_\": \"mbrl.models.GaussianMLP\",\n",
    "    \"device\": \"cuda:0\",\n",
    "    \"in_size\": 1,\n",
    "    \"out_size\": 1,\n",
    "    \"num_layers\": 3,\n",
    "    \"hid_size\": 64,\n",
    "    \"activation_fn_cfg\": {\"_target_\": \"torch.nn.SiLU\"}\n",
    "})\n",
    "\n",
    "ensemble = models.BasicEnsemble(num_members, device, member_cfg)\n",
    "wrapper = models.OneDTransitionRewardModel(\n",
    "    ensemble, target_is_delta=False, normalize=True, learned_rewards=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1152x576 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wrapper.update_normalizer(train_buffer.get_all())\n",
    "trainer = models.ModelTrainer(wrapper, optim_lr=0.003, weight_decay=5e-5)\n",
    "train_losses, val_losses = trainer.train(train_dataset, val_dataset, num_epochs=500, patience=100)\n",
    "fig, ax = plt.subplots(2, 1, figsize=(16, 8))\n",
    "ax[0].plot(train_losses)\n",
    "ax[0].set_xlabel(\"epoch\")\n",
    "ax[0].set_ylabel(\"train loss (gaussian nll)\")\n",
    "ax[1].plot(val_losses)\n",
    "ax[1].set_xlabel(\"epoch\")\n",
    "ax[1].set_ylabel(\"val loss (mse)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1152x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_tensor = torch.from_numpy(x_data).unsqueeze(1).float().to(device)\n",
    "x_tensor = wrapper.input_normalizer.normalize(x_tensor)\n",
    "\n",
    "with torch.no_grad():\n",
    "    y_pred, y_pred_logvar = ensemble(x_tensor)\n",
    "    y_pred = y_pred[..., 0]\n",
    "    y_pred_logvar = y_pred_logvar[..., 0]\n",
    "y_var_epi = y_pred.var(dim=0).cpu().numpy()\n",
    "y_var = y_pred_logvar.exp()\n",
    "y_pred = y_pred.mean(dim=0).cpu().numpy()\n",
    "y_var_ale = y_var.mean(dim=0).cpu().numpy()\n",
    "\n",
    "y_std = np.sqrt(y_var_epi + y_var_ale)\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, 'r')\n",
    "plt.plot(x_train, y_train, '.', markersize=0.9)\n",
    "plt.plot(x_data, y_pred, 'b-', markersize=4)\n",
    "plt.fill_between(x_data, y_pred, y_pred + 2 * y_std, color='b', alpha=0.2)\n",
    "plt.fill_between(x_data, y_pred - 2 * y_std, y_pred, color='b', alpha=0.2)\n",
    "plt.axis([-12, 12, -2.5, 2.5])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}